He felt a tightening in his chest, a constricted feeling that mirrored the knot in his stomach. The bright, cheerful atmosphere of the wedding grated on him. It was a stark contrast to the darkness he had been living in. He’d told himself he’d moved on, but the sight of her, laughing and dancing, sent a wave of nausea washing over him.

He knew she loved to sing.

He made sure to approach the karaoke machine.

He chose a song. A song that he had written, that was about her, and about everything that she had done to him.

He sang the song. Everyone heard.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442